| Name | ParityModified-1639959373-21073-2-0_0 |
| Workunit | 8360498 |
| Created | 26 Jan 2022, 4:11:14 UTC |
| Sent | 12 Feb 2022, 7:13:55 UTC |
| Report deadline | 20 Feb 2022, 7:13:55 UTC |
| Received | 12 Feb 2022, 11:22:03 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17996 |
| Run time | 1 hours 5 min 2 sec |
| CPU time | 1 hours 4 min 24 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,899.32 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.58 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> val_loss: 0.000755385 | Time: 1897.59 ms [2022-02-12 04:17:48 main:574] : INFO : Epoch 1582 | loss: 0.000647756 | val_loss: 0.000471057 | Time: 1913.25 ms [2022-02-12 04:17:50 main:574] : INFO : Epoch 1583 | loss: 0.000501724 | val_loss: 0.000392118 | Time: 1887.2 ms [2022-02-12 04:17:51 main:574] : INFO : Epoch 1584 | loss: 0.000458732 | val_loss: 0.000576306 | Time: 1925.16 ms [2022-02-12 04:17:53 main:574] : INFO : Epoch 1585 | loss: 0.000499521 | val_loss: 0.000421761 | Time: 1897.85 ms [2022-02-12 04:17:55 main:574] : INFO : Epoch 1586 | loss: 0.000522512 | val_loss: 0.000524127 | Time: 1880.47 ms [2022-02-12 04:17:57 main:574] : INFO : Epoch 1587 | loss: 0.000522279 | val_loss: 0.000813764 | Time: 1906.98 ms [2022-02-12 04:17:59 main:574] : INFO : Epoch 1588 | loss: 0.000500674 | val_loss: 0.000373386 | Time: 1882.01 ms [2022-02-12 04:18:01 main:574] : INFO : Epoch 1589 | loss: 0.000766472 | val_loss: 0.0008086 | Time: 1892.95 ms [2022-02-12 04:18:03 main:574] : INFO : Epoch 1590 | loss: 0.000581054 | val_loss: 0.000616826 | Time: 1967.54 ms [2022-02-12 04:18:05 main:574] : INFO : Epoch 1591 | loss: 0.000522089 | val_loss: 0.000561413 | Time: 1892.4 ms [2022-02-12 04:18:07 main:574] : INFO : Epoch 1592 | loss: 0.000523547 | val_loss: 0.000373168 | Time: 1936.24 ms [2022-02-12 04:18:09 main:574] : INFO : Epoch 1593 | loss: 0.000471646 | val_loss: 0.000475925 | Time: 1968.56 ms [2022-02-12 04:18:11 main:574] : INFO : Epoch 1594 | loss: 0.000562095 | val_loss: 0.000540525 | Time: 1905.96 ms [2022-02-12 04:18:13 main:574] : INFO : Epoch 1595 | loss: 0.000501443 | val_loss: 0.000517007 | Time: 1913.97 ms [2022-02-12 04:18:15 main:574] : INFO : Epoch 1596 | loss: 0.000450678 | val_loss: 0.000373725 | Time: 1922.79 ms [2022-02-12 04:18:16 main:574] : INFO : Epoch 1597 | loss: 0.000672463 | val_loss: 0.000621434 | Time: 1877.78 ms [2022-02-12 04:18:18 main:574] : INFO : Epoch 1598 | loss: 0.000626639 | val_loss: 0.000500912 | Time: 1877.49 ms [2022-02-12 04:18:20 main:574] : INFO : Epoch 1599 | loss: 0.00043023 | val_loss: 0.000398203 | Time: 1935.66 ms [2022-02-12 04:18:22 main:574] : INFO : Epoch 1600 | loss: 0.000551678 | val_loss: 0.000484525 | Time: 1876.89 ms [2022-02-12 04:18:24 main:574] : INFO : Epoch 1601 | loss: 0.000481063 | val_loss: 0.000530635 | Time: 1926.24 ms [2022-02-12 04:18:26 main:574] : INFO : Epoch 1602 | loss: 0.000500207 | val_loss: 0.000524209 | Time: 1958.69 ms [2022-02-12 04:18:28 main:574] : INFO : Epoch 1603 | loss: 0.000430392 | val_loss: 0.000490247 | Time: 1881.76 ms [2022-02-12 04:18:30 main:574] : INFO : Epoch 1604 | loss: 0.000713709 | val_loss: 0.000488276 | Time: 1887.03 ms [2022-02-12 04:18:32 main:574] : INFO : Epoch 1605 | loss: 0.000473664 | val_loss: 0.000354379 | Time: 2010.03 ms [2022-02-12 04:18:34 main:574] : INFO : Epoch 1606 | loss: 0.00040893 | val_loss: 0.000351338 | Time: 1943.05 ms [2022-02-12 04:18:36 main:574] : INFO : Epoch 1607 | loss: 0.00118938 | val_loss: 0.000751635 | Time: 1905.79 ms [2022-02-12 04:18:38 main:574] : INFO : Epoch 1608 | loss: 0.000660623 | val_loss: 0.000449359 | Time: 1860.67 ms [2022-02-12 04:18:39 main:574] : INFO : Epoch 1609 | loss: 0.000437537 | val_loss: 0.000391611 | Time: 1933.17 ms [2022-02-12 04:18:41 main:574] : INFO : Epoch 1610 | loss: 0.00045053 | val_loss: 0.000913966 | Time: 1906.91 ms [2022-02-12 04:18:43 main:574] : INFO : Epoch 1611 | loss: 0.000671091 | val_loss: 0.00052253 | Time: 1921.58 ms [2022-02-12 04:18:45 main:574] : INFO : Epoch 1612 | loss: 0.000456901 | val_loss: 0.000405138 | Time: 1889.85 ms [2022-02-12 04:18:47 main:574] : INFO : Epoch 1613 | loss: 0.000423427 | val_loss: 0.000425512 | Time: 1945.77 ms [2022-02-12 04:18:49 main:574] : INFO : Epoch 1614 | loss: 0.000422101 | val_loss: 0.000356743 | Time: 1889.19 ms [2022-02-12 04:18:51 main:574] : INFO : Epoch 1615 | loss: 0.000816373 | val_loss: 0.000609929 | Time: 1903.58 ms [2022-02-12 04:18:53 main:574] : INFO : Epoch 1616 | loss: 0.000619344 | val_loss: 0.00062508 | Time: 1845.63 ms [2022-02-12 04:18:55 main:574] : INFO : Epoch 1617 | loss: 0.00059123 | val_loss: 0.00053723 | Time: 1907.09 ms [2022-02-12 04:18:57 main:574] : INFO : Epoch 1618 | loss: 0.000438271 | val_loss: 0.000455469 | Time: 1868.16 ms [2022-02-12 04:18:58 main:574] : INFO : Epoch 1619 | loss: 0.000469288 | val_loss: 0.000467133 | Time: 1867.24 ms [2022-02-12 04:19:00 main:574] : INFO : Epoch 1620 | loss: 0.00047314 | val_loss: 0.00109354 | Time: 1859.2 ms [2022-02-12 04:19:02 main:574] : INFO : Epoch 1621 | loss: 0.000624994 | val_loss: 0.000374506 | Time: 1876.86 ms [2022-02-12 04:19:04 main:574] : INFO : Epoch 1622 | loss: 0.000468638 | val_loss: 0.000412244 | Time: 1880.96 ms [2022-02-12 04:19:06 main:574] : INFO : Epoch 1623 | loss: 0.000399082 | val_loss: 0.000452839 | Time: 1967.65 ms [2022-02-12 04:19:08 main:574] : INFO : Epoch 1624 | loss: 0.000727318 | val_loss: 0.000556737 | Time: 1868.69 ms [2022-02-12 04:19:10 main:574] : INFO : Epoch 1625 | loss: 0.00046003 | val_loss: 0.000422424 | Time: 1918.39 ms [2022-02-12 04:19:12 main:574] : INFO : Epoch 1626 | loss: 0.000383613 | val_loss: 0.000364026 | Time: 1873.26 ms [2022-02-12 04:19:14 main:574] : INFO : Epoch 1627 | loss: 0.000916596 | val_loss: 0.000815118 | Time: 1901.03 ms [2022-02-12 04:19:16 main:574] : INFO : Epoch 1628 | loss: 0.000573506 | val_loss: 0.000401355 | Time: 1867.98 ms [2022-02-12 04:19:17 main:574] : INFO : Epoch 1629 | loss: 0.000426781 | val_loss: 0.000354126 | Time: 1937.01 ms [2022-02-12 04:19:19 main:574] : INFO : Epoch 1630 | loss: 0.000678946 | val_loss: 0.000492736 | Time: 1864.33 ms [2022-02-12 04:19:21 main:574] : INFO : Epoch 1631 | loss: 0.000513146 | val_loss: 0.000357262 | Time: 1866.07 ms [2022-02-12 04:19:23 main:574] : INFO : Epoch 1632 | loss: 0.000416333 | val_loss: 0.000334419 | Time: 1882.69 ms [2022-02-12 04:19:25 main:574] : INFO : Epoch 1633 | loss: 0.000510831 | val_loss: 0.000361856 | Time: 1865.58 ms [2022-02-12 04:19:27 main:574] : INFO : Epoch 1634 | loss: 0.000425567 | val_loss: 0.000607693 | Time: 1881.59 ms [2022-02-12 04:19:29 main:574] : INFO : Epoch 1635 | loss: 0.000511296 | val_loss: 0.000352953 | Time: 1888.26 ms [2022-02-12 04:19:31 main:574] : INFO : Epoch 1636 | loss: 0.000517925 | val_loss: 0.000469751 | Time: 1923.29 ms [2022-02-12 04:19:33 main:574] : INFO : Epoch 1637 | loss: 0.000470955 | val_loss: 0.000658473 | Time: 1946.02 ms [2022-02-12 04:19:35 main:574] : INFO : Epoch 1638 | loss: 0.000443212 | val_loss: 0.000384769 | Time: 1861.07 ms [2022-02-12 04:19:36 main:574] : INFO : Epoch 1639 | loss: 0.000563854 | val_loss: 0.00105313 | Time: 1864.52 ms [2022-02-12 04:19:38 main:574] : INFO : Epoch 1640 | loss: 0.00054746 | val_loss: 0.000407524 | Time: 1854.98 ms [2022-02-12 04:19:40 main:574] : INFO : Epoch 1641 | loss: 0.000392988 | val_loss: 0.000554599 | Time: 1870.23 ms [2022-02-12 04:19:42 main:574] : INFO : Epoch 1642 | loss: 0.00063693 | val_loss: 0.000465447 | Time: 1904.23 ms [2022-02-12 04:19:44 main:574] : INFO : Epoch 1643 | loss: 0.000452676 | val_loss: 0.000432326 | Time: 1883.71 ms [2022-02-12 04:19:46 main:574] : INFO : Epoch 1644 | loss: 0.000523679 | val_loss: 0.000488873 | Time: 1862.63 ms [2022-02-12 04:19:48 main:574] : INFO : Epoch 1645 | loss: 0.000440477 | val_loss: 0.000496753 | Time: 1877.03 ms [2022-02-12 04:19:50 main:574] : INFO : Epoch 1646 | loss: 0.000427884 | val_loss: 0.00053775 | Time: 1940.55 ms [2022-02-12 04:19:51 main:574] : INFO : Epoch 1647 | loss: 0.000592565 | val_loss: 0.000365312 | Time: 1867.77 ms [2022-02-12 04:19:53 main:574] : INFO : Epoch 1648 | loss: 0.000448936 | val_loss: 0.000490723 | Time: 1888.5 ms [2022-02-12 04:19:55 main:574] : INFO : Epoch 1649 | loss: 0.000500494 | val_loss: 0.000877094 | Time: 1884.57 ms [2022-02-12 04:19:57 main:574] : INFO : Epoch 1650 | loss: 0.000531018 | val_loss: 0.000627198 | Time: 1867.51 ms [2022-02-12 04:19:59 main:574] : INFO : Epoch 1651 | loss: 0.000536634 | val_loss: 0.000468159 | Time: 1902.7 ms [2022-02-12 04:20:01 main:574] : INFO : Epoch 1652 | loss: 0.000495615 | val_loss: 0.000834165 | Time: 1895.19 ms [2022-02-12 04:20:03 main:574] : INFO : Epoch 1653 | loss: 0.000455558 | val_loss: 0.000324819 | Time: 1892.64 ms [2022-02-12 04:20:05 main:574] : INFO : Epoch 1654 | loss: 0.000807579 | val_loss: 0.000714876 | Time: 1915.56 ms [2022-02-12 04:20:07 main:574] : INFO : Epoch 1655 | loss: 0.000530021 | val_loss: 0.00041235 | Time: 1918.95 ms [2022-02-12 04:20:09 main:574] : INFO : Epoch 1656 | loss: 0.000428531 | val_loss: 0.000456754 | Time: 1882.64 ms [2022-02-12 04:20:10 main:574] : INFO : Epoch 1657 | loss: 0.000564205 | val_loss: 0.000793038 | Time: 1897.96 ms [2022-02-12 04:20:12 main:574] : INFO : Epoch 1658 | loss: 0.00052464 | val_loss: 0.000434399 | Time: 1863.03 ms [2022-02-12 04:20:14 main:574] : INFO : Epoch 1659 | loss: 0.000398454 | val_loss: 0.000363077 | Time: 1874.79 ms [2022-02-12 04:20:16 main:574] : INFO : Epoch 1660 | loss: 0.000571929 | val_loss: 0.00057246 | Time: 1869.88 ms [2022-02-12 04:20:18 main:574] : INFO : Epoch 1661 | loss: 0.000448879 | val_loss: 0.000403078 | Time: 1881.48 ms [2022-02-12 04:20:20 main:574] : INFO : Epoch 1662 | loss: 0.000566596 | val_loss: 0.000382731 | Time: 1953.51 ms [2022-02-12 04:20:22 main:574] : INFO : Epoch 1663 | loss: 0.000517478 | val_loss: 0.000419057 | Time: 1897.91 ms [2022-02-12 04:20:24 main:574] : INFO : Epoch 1664 | loss: 0.000713254 | val_loss: 0.000515043 | Time: 1870.9 ms [2022-02-12 04:20:26 main:574] : INFO : Epoch 1665 | loss: 0.000798539 | val_loss: 0.000717241 | Time: 1866.64 ms [2022-02-12 04:20:28 main:574] : INFO : Epoch 1666 | loss: 0.000536967 | val_loss: 0.000465205 | Time: 1952.34 ms [2022-02-12 04:20:30 main:574] : INFO : Epoch 1667 | loss: 0.00049718 | val_loss: 0.00037591 | Time: 1984.06 ms [2022-02-12 04:20:32 main:574] : INFO : Epoch 1668 | loss: 0.000418156 | val_loss: 0.000465797 | Time: 1955.05 ms [2022-02-12 04:20:33 main:574] : INFO : Epoch 1669 | loss: 0.000440474 | val_loss: 0.000430132 | Time: 1907.53 ms [2022-02-12 04:20:35 main:574] : INFO : Epoch 1670 | loss: 0.000505193 | val_loss: 0.000469523 | Time: 1924 ms [2022-02-12 04:20:37 main:574] : INFO : Epoch 1671 | loss: 0.000433508 | val_loss: 0.000481272 | Time: 1868.22 ms [2022-02-12 04:20:39 main:574] : INFO : Epoch 1672 | loss: 0.000388051 | val_loss: 0.000348165 | Time: 1851.55 ms [2022-02-12 04:20:41 main:574] : INFO : Epoch 1673 | loss: 0.000804073 | val_loss: 0.000560541 | Time: 1885.7 ms [2022-02-12 04:20:43 main:574] : INFO : Epoch 1674 | loss: 0.000535677 | val_loss: 0.000537242 | Time: 1899.87 ms [2022-02-12 04:20:45 main:574] : INFO : Epoch 1675 | loss: 0.00049005 | val_loss: 0.000888181 | Time: 1870.73 ms [2022-02-12 04:20:47 main:574] : INFO : Epoch 1676 | loss: 0.000489225 | val_loss: 0.000344798 | Time: 1867.05 ms [2022-02-12 04:20:48 main:574] : INFO : Epoch 1677 | loss: 0.000477971 | val_loss: 0.0023826 | Time: 1867.55 ms [2022-02-12 04:20:50 main:574] : INFO : Epoch 1678 | loss: 0.00112065 | val_loss: 0.00051737 | Time: 1869.76 ms [2022-02-12 04:20:52 main:574] : INFO : Epoch 1679 | loss: 0.000489688 | val_loss: 0.000389097 | Time: 1976.61 ms [2022-02-12 04:20:54 main:574] : INFO : Epoch 1680 | loss: 0.000601072 | val_loss: 0.0022867 | Time: 1865.39 ms [2022-02-12 04:20:56 main:574] : INFO : Epoch 1681 | loss: 0.000888855 | val_loss: 0.000468125 | Time: 1993.88 ms [2022-02-12 04:20:58 main:574] : INFO : Epoch 1682 | loss: 0.000464943 | val_loss: 0.000378247 | Time: 1970.1 ms [2022-02-12 04:21:00 main:574] : INFO : Epoch 1683 | loss: 0.000415711 | val_loss: 0.00051844 | Time: 1905.46 ms [2022-02-12 04:21:02 main:574] : INFO : Epoch 1684 | loss: 0.000401902 | val_loss: 0.000416945 | Time: 1986.68 ms [2022-02-12 04:21:04 main:574] : INFO : Epoch 1685 | loss: 0.000436177 | val_loss: 0.000370885 | Time: 1980.44 ms [2022-02-12 04:21:06 main:574] : INFO : Epoch 1686 | loss: 0.000340447 | val_loss: 0.000344835 | Time: 1954.01 ms [2022-02-12 04:21:08 main:574] : INFO : Epoch 1687 | loss: 0.00133631 | val_loss: 0.00106732 | Time: 1891.82 ms [2022-02-12 04:21:10 main:574] : INFO : Epoch 1688 | loss: 0.000723806 | val_loss: 0.000417004 | Time: 1928.58 ms [2022-02-12 04:21:12 main:574] : INFO : Epoch 1689 | loss: 0.000419969 | val_loss: 0.000387896 | Time: 1849.29 ms [2022-02-12 04:21:14 main:574] : INFO : Epoch 1690 | loss: 0.00444603 | val_loss: 0.0239662 | Time: 2086.12 ms [2022-02-12 04:21:16 main:574] : INFO : Epoch 1691 | loss: 0.020605 | val_loss: 0.0137239 | Time: 1868.71 ms [2022-02-12 04:21:18 main:574] : INFO : Epoch 1692 | loss: 0.00913108 | val_loss: 0.00500975 | Time: 1934.91 ms [2022-02-12 04:21:20 main:574] : INFO : Epoch 1693 | loss: 0.00384956 | val_loss: 0.00288341 | Time: 1994.94 ms [2022-02-12 04:21:22 main:574] : INFO : Epoch 1694 | loss: 0.00245754 | val_loss: 0.00210733 | Time: 1939.77 ms [2022-02-12 04:21:23 main:574] : INFO : Epoch 1695 | loss: 0.00206561 | val_loss: 0.00200856 | Time: 1886.18 ms [2022-02-12 04:21:25 main:574] : INFO : Epoch 1696 | loss: 0.00183486 | val_loss: 0.00178858 | Time: 1894.55 ms [2022-02-12 04:21:27 main:574] : INFO : Epoch 1697 | loss: 0.00173212 | val_loss: 0.00175527 | Time: 1957.14 ms [2022-02-12 04:21:29 main:574] : INFO : Epoch 1698 | loss: 0.00167835 | val_loss: 0.00164318 | Time: 1919.9 ms [2022-02-12 04:21:31 main:574] : INFO : Epoch 1699 | loss: 0.00178459 | val_loss: 0.00197211 | Time: 1898.82 ms [2022-02-12 04:21:33 main:574] : INFO : Epoch 1700 | loss: 0.00172981 | val_loss: 0.00160418 | Time: 1886.22 ms [2022-02-12 04:21:35 main:574] : INFO : Epoch 1701 | loss: 0.00160152 | val_loss: 0.00157344 | Time: 1882.09 ms [2022-02-12 04:21:37 main:574] : INFO : Epoch 1702 | loss: 0.00155235 | val_loss: 0.0015521 | Time: 1934.33 ms [2022-02-12 04:21:39 main:574] : INFO : Epoch 1703 | loss: 0.00151826 | val_loss: 0.00152044 | Time: 1909.05 ms [2022-02-12 04:21:41 main:574] : INFO : Epoch 1704 | loss: 0.0014951 | val_loss: 0.00149578 | Time: 1909.32 ms [2022-02-12 04:21:43 main:574] : INFO : Epoch 1705 | loss: 0.00142492 | val_loss: 0.00140437 | Time: 1928.64 ms [2022-02-12 04:21:45 main:574] : INFO : Epoch 1706 | loss: 0.00131675 | val_loss: 0.0012673 | Time: 1947.32 ms [2022-02-12 04:21:47 main:574] : INFO : Epoch 1707 | loss: 0.0012392 | val_loss: 0.00119653 | Time: 1939 ms [2022-02-12 04:21:48 main:574] : INFO : Epoch 1708 | loss: 0.00118535 | val_loss: 0.00116186 | Time: 1892.7 ms [2022-02-12 04:21:50 main:574] : INFO : Epoch 1709 | loss: 0.00117034 | val_loss: 0.00119613 | Time: 1893.02 ms [2022-02-12 04:21:52 main:574] : INFO : Epoch 1710 | loss: 0.00115039 | val_loss: 0.00110093 | Time: 1927.71 ms [2022-02-12 04:21:54 main:574] : INFO : Epoch 1711 | loss: 0.00110733 | val_loss: 0.0011339 | Time: 1986.97 ms [2022-02-12 04:21:56 main:574] : INFO : Epoch 1712 | loss: 0.00111023 | val_loss: 0.00107039 | Time: 1899.79 ms [2022-02-12 04:21:58 main:574] : INFO : Epoch 1713 | loss: 0.00108043 | val_loss: 0.00105683 | Time: 1899.46 ms [2022-02-12 04:22:00 main:574] : INFO : Epoch 1714 | loss: 0.00104864 | val_loss: 0.00106091 | Time: 1983.64 ms [2022-02-12 04:22:02 main:574] : INFO : Epoch 1715 | loss: 0.0011551 | val_loss: 0.00110025 | Time: 2079.71 ms [2022-02-12 04:22:04 main:574] : INFO : Epoch 1716 | loss: 0.00103263 | val_loss: 0.00100772 | Time: 1969.79 ms [2022-02-12 04:22:06 main:574] : INFO : Epoch 1717 | loss: 0.00113178 | val_loss: 0.00105968 | Time: 1934.29 ms [2022-02-12 04:22:08 main:574] : INFO : Epoch 1718 | loss: 0.00104749 | val_loss: 0.00102356 | Time: 1915.15 ms [2022-02-12 04:22:10 main:574] : INFO : Epoch 1719 | loss: 0.00102015 | val_loss: 0.00100027 | Time: 1892.16 ms [2022-02-12 04:22:12 main:574] : INFO : Epoch 1720 | loss: 0.00111489 | val_loss: 0.00143842 | Time: 1934.22 ms [2022-02-12 04:22:14 main:574] : INFO : Epoch 1721 | loss: 0.00110659 | val_loss: 0.000993144 | Time: 1876.2 ms [2022-02-12 04:22:16 main:574] : INFO : Epoch 1722 | loss: 0.000991858 | val_loss: 0.000952595 | Time: 1903.79 ms [2022-02-12 04:22:18 main:574] : INFO : Epoch 1723 | loss: 0.0009808 | val_loss: 0.00112121 | Time: 1913.85 ms [2022-02-12 04:22:19 main:574] : INFO : Epoch 1724 | loss: 0.0012063 | val_loss: 0.000969189 | Time: 1911.24 ms [2022-02-12 04:22:21 main:574] : INFO : Epoch 1725 | loss: 0.00101275 | val_loss: 0.000999852 | Time: 1932.74 ms [2022-02-12 04:22:23 main:574] : INFO : Epoch 1726 | loss: 0.000963295 | val_loss: 0.000937347 | Time: 1895.88 ms [2022-02-12 04:22:25 main:574] : INFO : Epoch 1727 | loss: 0.00117516 | val_loss: 0.00128326 | Time: 1914.56 ms [2022-02-12 04:22:27 main:574] : INFO : Epoch 1728 | loss: 0.00109717 | val_loss: 0.000992167 | Time: 1927.99 ms [2022-02-12 04:22:29 main:574] : INFO : Epoch 1729 | loss: 0.000948146 | val_loss: 0.000908887 | Time: 1955.93 ms [2022-02-12 04:22:31 main:574] : INFO : Epoch 1730 | loss: 0.00107257 | val_loss: 0.00101246 | Time: 1919.79 ms [2022-02-12 04:22:33 main:574] : INFO : Epoch 1731 | loss: 0.00101134 | val_loss: 0.000899703 | Time: 1886.6 ms [2022-02-12 04:22:35 main:574] : INFO : Epoch 1732 | loss: 0.000900194 | val_loss: 0.000865267 | Time: 1895.03 ms [2022-02-12 04:22:37 main:574] : INFO : Epoch 1733 | loss: 0.000861214 | val_loss: 0.000886601 | Time: 1912.94 ms [2022-02-12 04:22:39 main:574] : INFO : Epoch 1734 | loss: 0.00156169 | val_loss: 0.00141058 | Time: 1873.06 ms [2022-02-12 04:22:41 main:574] : INFO : Epoch 1735 | loss: 0.0010942 | val_loss: 0.00102975 | Time: 1957.68 ms [2022-02-12 04:22:43 main:574] : INFO : Epoch 1736 | loss: 0.000895268 | val_loss: 0.000846472 | Time: 1905.38 ms [2022-02-12 04:22:44 main:574] : INFO : Epoch 1737 | loss: 0.000832071 | val_loss: 0.000802338 | Time: 1868.61 ms [2022-02-12 04:22:46 main:574] : INFO : Epoch 1738 | loss: 0.000810787 | val_loss: 0.000895602 | Time: 1999.52 ms [2022-02-12 04:22:48 main:574] : INFO : Epoch 1739 | loss: 0.00106526 | val_loss: 0.000842121 | Time: 1860.34 ms [2022-02-12 04:22:50 main:574] : INFO : Epoch 1740 | loss: 0.000865571 | val_loss: 0.00085637 | Time: 1857.33 ms [2022-02-12 04:22:52 main:574] : INFO : Epoch 1741 | loss: 0.000805935 | val_loss: 0.00080422 | Time: 1928.12 ms [2022-02-12 04:22:54 main:574] : INFO : Epoch 1742 | loss: 0.00096901 | val_loss: 0.000801803 | Time: 2007.78 ms [2022-02-12 04:22:56 main:574] : INFO : Epoch 1743 | loss: 0.000850606 | val_loss: 0.000842206 | Time: 1988.6 ms [2022-02-12 04:22:58 main:574] : INFO : Epoch 1744 | loss: 0.000786264 | val_loss: 0.000782141 | Time: 1945.49 ms [2022-02-12 04:23:00 main:574] : INFO : Epoch 1745 | loss: 0.000970069 | val_loss: 0.000740074 | Time: 1924.32 ms [2022-02-12 04:23:02 main:574] : INFO : Epoch 1746 | loss: 0.000812442 | val_loss: 0.000815448 | Time: 1968.37 ms [2022-02-12 04:23:04 main:574] : INFO : Epoch 1747 | loss: 0.000776669 | val_loss: 0.000837998 | Time: 2028.8 ms [2022-02-12 04:23:06 main:574] : INFO : Epoch 1748 | loss: 0.000909145 | val_loss: 0.00074929 | Time: 1900.4 ms [2022-02-12 04:23:08 main:574] : INFO : Epoch 1749 | loss: 0.000810541 | val_loss: 0.000988225 | Time: 1881.22 ms [2022-02-12 04:23:10 main:574] : INFO : Epoch 1750 | loss: 0.000796006 | val_loss: 0.000721061 | Time: 1903.94 ms [2022-02-12 04:23:12 main:574] : INFO : Epoch 1751 | loss: 0.000993158 | val_loss: 0.000953269 | Time: 1887.51 ms [2022-02-12 04:23:13 main:574] : INFO : Epoch 1752 | loss: 0.000848783 | val_loss: 0.000879391 | Time: 1842.74 ms [2022-02-12 04:23:15 main:574] : INFO : Epoch 1753 | loss: 0.000793229 | val_loss: 0.000837813 | Time: 1855.28 ms [2022-02-12 04:23:17 main:574] : INFO : Epoch 1754 | loss: 0.000733438 | val_loss: 0.000721558 | Time: 1844.23 ms [2022-02-12 04:23:19 main:574] : INFO : Epoch 1755 | loss: 0.00149084 | val_loss: 0.0013148 | Time: 1847.16 ms [2022-02-12 04:23:21 main:574] : INFO : Epoch 1756 | loss: 0.00104167 | val_loss: 0.000817388 | Time: 1863.93 ms [2022-02-12 04:23:23 main:574] : INFO : Epoch 1757 | loss: 0.00078775 | val_loss: 0.000736569 | Time: 1857.22 ms [2022-02-12 04:23:25 main:574] : INFO : Epoch 1758 | loss: 0.000719845 | val_loss: 0.000686545 | Time: 1849.47 ms [2022-02-12 04:23:26 main:574] : INFO : Epoch 1759 | loss: 0.000803554 | val_loss: 0.000760153 | Time: 1869.78 ms [2022-02-12 04:23:28 main:574] : INFO : Epoch 1760 | loss: 0.000765439 | val_loss: 0.00073448 | Time: 1867.14 ms [2022-02-12 04:23:30 main:574] : INFO : Epoch 1761 | loss: 0.000803174 | val_loss: 0.00161189 | Time: 1928.52 ms [2022-02-12 04:23:32 main:574] : INFO : Epoch 1762 | loss: 0.000959426 | val_loss: 0.000737403 | Time: 1868.77 ms [2022-02-12 04:23:34 main:574] : INFO : Epoch 1763 | loss: 0.000719329 | val_loss: 0.000661941 | Time: 1951.51 ms [2022-02-12 04:23:36 main:574] : INFO : Epoch 1764 | loss: 0.00091059 | val_loss: 0.000930577 | Time: 1974.43 ms [2022-02-12 04:23:38 main:574] : INFO : Epoch 1765 | loss: 0.000856366 | val_loss: 0.000789681 | Time: 1897.12 ms [2022-02-12 04:23:40 main:574] : INFO : Epoch 1766 | loss: 0.000716268 | val_loss: 0.000661247 | Time: 1848.59 ms [2022-02-12 04:23:42 main:574] : INFO : Epoch 1767 | loss: 0.000884084 | val_loss: 0.00209227 | Time: 1856.86 ms [2022-02-12 04:23:44 main:574] : INFO : Epoch 1768 | loss: 0.00118814 | val_loss: 0.000974549 | Time: 1888.51 ms [2022-02-12 04:23:45 main:574] : INFO : Epoch 1769 | loss: 0.000802002 | val_loss: 0.000670735 | Time: 1849.84 ms [2022-02-12 04:23:47 main:574] : INFO : Epoch 1770 | loss: 0.000701757 | val_loss: 0.000741762 | Time: 1885.89 ms [2022-02-12 04:23:49 main:574] : INFO : Epoch 1771 | loss: 0.000712294 | val_loss: 0.000759039 | Time: 1879.56 ms [2022-02-12 04:23:51 main:574] : INFO : Epoch 1772 | loss: 0.000732678 | val_loss: 0.000769948 | Time: 1884.02 ms [2022-02-12 04:23:53 main:574] : INFO : Epoch 1773 | loss: 0.000778552 | val_loss: 0.00147881 | Time: 1864.89 ms [2022-02-12 04:23:55 main:574] : INFO : Epoch 1774 | loss: 0.000920032 | val_loss: 0.000661102 | Time: 1930.26 ms [2022-02-12 04:23:57 main:574] : INFO : Epoch 1775 | loss: 0.000717552 | val_loss: 0.000762431 | Time: 1922.77 ms [2022-02-12 04:23:59 main:574] : INFO : Epoch 1776 | loss: 0.000792062 | val_loss: 0.000654569 | Time: 1897.54 ms [2022-02-12 04:24:01 main:574] : INFO : Epoch 1777 | loss: 0.000711035 | val_loss: 0.000766088 | Time: 1859.05 ms [2022-02-12 04:24:02 main:574] : INFO : Epoch 1778 | loss: 0.000713348 | val_loss: 0.00110582 | Time: 1892.13 ms [2022-02-12 04:24:04 main:574] : INFO : Epoch 1779 | loss: 0.000933504 | val_loss: 0.000848233 | Time: 1883.02 ms [2022-02-12 04:24:06 main:574] : INFO : Epoch 1780 | loss: 0.000727746 | val_loss: 0.000633976 | Time: 1873.72 ms [2022-02-12 04:24:08 main:574] : INFO : Epoch 1781 | loss: 0.000758082 | val_loss: 0.000667252 | Time: 1876.33 ms [2022-02-12 04:24:10 main:574] : INFO : Epoch 1782 | loss: 0.000708267 | val_loss: 0.00135579 | Time: 1860.31 ms [2022-02-12 04:24:12 main:574] : INFO : Epoch 1783 | loss: 0.00095981 | val_loss: 0.00067782 | Time: 1942.12 ms [2022-02-12 04:24:14 main:574] : INFO : Epoch 1784 | loss: 0.000687906 | val_loss: 0.000659402 | Time: 1876.3 ms [2022-02-12 04:24:16 main:574] : INFO : Epoch 1785 | loss: 0.000740855 | val_loss: 0.000692599 | Time: 1918.77 ms [2022-02-12 04:24:18 main:574] : INFO : Epoch 1786 | loss: 0.000683796 | val_loss: 0.000891289 | Time: 1934.09 ms [2022-02-12 04:24:20 main:574] : INFO : Epoch 1787 | loss: 0.00106125 | val_loss: 0.000901424 | Time: 1852.93 ms [2022-02-12 04:24:21 main:574] : INFO : Epoch 1788 | loss: 0.000723137 | val_loss: 0.000610406 | Time: 1893.73 ms [2022-02-12 04:24:23 main:574] : INFO : Epoch 1789 | loss: 0.00068848 | val_loss: 0.00060212 | Time: 1916.85 ms [2022-02-12 04:24:25 main:574] : INFO : Epoch 1790 | loss: 0.000826824 | val_loss: 0.000644781 | Time: 1889.52 ms [2022-02-12 04:24:27 main:574] : INFO : Epoch 1791 | loss: 0.000703172 | val_loss: 0.000596789 | Time: 1849.88 ms [2022-02-12 04:24:29 main:574] : INFO : Epoch 1792 | loss: 0.000723302 | val_loss: 0.000694315 | Time: 1876.62 ms [2022-02-12 04:24:31 main:574] : INFO : Epoch 1793 | loss: 0.000889951 | val_loss: 0.000930561 | Time: 1870.54 ms [2022-02-12 04:24:33 main:574] : INFO : Epoch 1794 | loss: 0.000894816 | val_loss: 0.000730843 | Time: 1949.36 ms [2022-02-12 04:24:35 main:574] : INFO : Epoch 1795 | loss: 0.00070783 | val_loss: 0.000702655 | Time: 1857.26 ms [2022-02-12 04:24:37 main:574] : INFO : Epoch 1796 | loss: 0.000743514 | val_loss: 0.000644858 | Time: 1880.31 ms [2022-02-12 04:24:38 main:574] : INFO : Epoch 1797 | loss: 0.000669448 | val_loss: 0.00078929 | Time: 1877.41 ms [2022-02-12 04:24:40 main:574] : INFO : Epoch 1798 | loss: 0.000742578 | val_loss: 0.00124941 | Time: 1943.85 ms [2022-02-12 04:24:42 main:574] : INFO : Epoch 1799 | loss: 0.000868718 | val_loss: 0.000862542 | Time: 2011.9 ms [2022-02-12 04:24:44 main:574] : INFO : Epoch 1800 | loss: 0.000731596 | val_loss: 0.000672035 | Time: 1890.51 ms [2022-02-12 04:24:46 main:574] : INFO : Epoch 1801 | loss: 0.000791813 | val_loss: 0.000670819 | Time: 1868.1 ms [2022-02-12 04:24:48 main:574] : INFO : Epoch 1802 | loss: 0.000692467 | val_loss: 0.000589194 | Time: 1854.28 ms [2022-02-12 04:24:50 main:574] : INFO : Epoch 1803 | loss: 0.000882346 | val_loss: 0.00107204 | Time: 1872.27 ms [2022-02-12 04:24:52 main:574] : INFO : Epoch 1804 | loss: 0.000770245 | val_loss: 0.000685468 | Time: 1935.52 ms [2022-02-12 04:24:54 main:574] : INFO : Epoch 1805 | loss: 0.000646788 | val_loss: 0.00090947 | Time: 1887.32 ms [2022-02-12 04:24:56 main:574] : INFO : Epoch 1806 | loss: 0.00100554 | val_loss: 0.000733515 | Time: 1915.32 ms [2022-02-12 04:24:58 main:574] : INFO : Epoch 1807 | loss: 0.000664751 | val_loss: 0.000600264 | Time: 1901.86 ms [2022-02-12 04:25:00 main:574] : INFO : Epoch 1808 | loss: 0.000873466 | val_loss: 0.00134748 | Time: 1956.2 ms [2022-02-12 04:25:01 main:574] : INFO : Epoch 1809 | loss: 0.000810045 | val_loss: 0.000700644 | Time: 1871.25 ms [2022-02-12 04:25:03 main:574] : INFO : Epoch 1810 | loss: 0.000661223 | val_loss: 0.000568849 | Time: 1868.64 ms [2022-02-12 04:25:05 main:574] : INFO : Epoch 1811 | loss: 0.000904133 | val_loss: 0.000761715 | Time: 1861.28 ms [2022-02-12 04:25:07 main:574] : INFO : Epoch 1812 | loss: 0.000739634 | val_loss: 0.000590032 | Time: 1881.25 ms [2022-02-12 04:25:09 main:574] : INFO : Epoch 1813 | loss: 0.000647805 | val_loss: 0.000701483 | Time: 1887.2 ms [2022-02-12 04:25:11 main:574] : INFO : Epoch 1814 | loss: 0.000761012 | val_loss: 0.000794224 | Time: 1868.64 ms [2022-02-12 04:25:13 main:574] : INFO : Epoch 1815 | loss: 0.000646917 | val_loss: 0.000616751 | Time: 1896.89 ms [2022-02-12 04:25:15 main:574] : INFO : Epoch 1816 | loss: 0.00089174 | val_loss: 0.000788624 | Time: 1871.8 ms [2022-02-12 04:25:16 main:574] : INFO : Epoch 1817 | loss: 0.000712292 | val_loss: 0.000717329 | Time: 1881.44 ms [2022-02-12 04:25:19 main:574] : INFO : Epoch 1818 | loss: 0.000686903 | val_loss: 0.000816835 | Time: 2012.7 ms [2022-02-12 04:25:20 main:574] : INFO : Epoch 1819 | loss: 0.000701672 | val_loss: 0.00080119 | Time: 1937.23 ms [2022-02-12 04:25:22 main:574] : INFO : Epoch 1820 | loss: 0.000668271 | val_loss: 0.000583183 | Time: 1876.28 ms [2022-02-12 04:25:24 main:574] : INFO : Epoch 1821 | loss: 0.00096446 | val_loss: 0.000677644 | Time: 1891.51 ms [2022-02-12 04:25:26 main:574] : INFO : Epoch 1822 | loss: 0.000852786 | val_loss: 0.000725203 | Time: 1884.33 ms [2022-02-12 04:25:28 main:574] : INFO : Epoch 1823 | loss: 0.000630948 | val_loss: 0.000567959 | Time: 1870.7 ms [2022-02-12 04:25:30 main:574] : INFO : Epoch 1824 | loss: 0.0010009 | val_loss: 0.000941658 | Time: 1927.01 ms [2022-02-12 04:25:32 main:574] : INFO : Epoch 1825 | loss: 0.000731619 | val_loss: 0.000652092 | Time: 1926.96 ms [2022-02-12 04:25:34 main:574] : INFO : Epoch 1826 | loss: 0.000592149 | val_loss: 0.000600021 | Time: 1874.33 ms [2022-02-12 04:25:36 main:574] : INFO : Epoch 1827 | loss: 0.00126437 | val_loss: 0.00106015 | Time: 1866.35 ms [2022-02-12 04:25:38 main:574] : INFO : Epoch 1828 | loss: 0.000854462 | val_loss: 0.000656744 | Time: 1886.17 ms [2022-02-12 04:25:39 main:574] : INFO : Epoch 1829 | loss: 0.000666772 | val_loss: 0.00066783 | Time: 1885.69 ms [2022-02-12 04:25:41 main:574] : INFO : Epoch 1830 | loss: 0.000680243 | val_loss: 0.000562514 | Time: 1875.51 ms [2022-02-12 04:25:43 main:574] : INFO : Epoch 1831 | loss: 0.000652854 | val_loss: 0.00092248 | Time: 1888.98 ms [2022-02-12 04:25:45 main:574] : INFO : Epoch 1832 | loss: 0.000714486 | val_loss: 0.000903854 | Time: 1941.61 ms [2022-02-12 04:25:47 main:574] : INFO : Epoch 1833 | loss: 0.000661572 | val_loss: 0.000873255 | Time: 1884.19 ms [2022-02-12 04:25:49 main:574] : INFO : Epoch 1834 | loss: 0.00078122 | val_loss: 0.000600616 | Time: 1858.71 ms [2022-02-12 04:25:51 main:574] : INFO : Epoch 1835 | loss: 0.000616063 | val_loss: 0.000636192 | Time: 1875.92 ms [2022-02-12 04:25:53 main:574] : INFO : Epoch 1836 | loss: 0.000767438 | val_loss: 0.00059152 | Time: 1884.36 ms [2022-02-12 04:25:55 main:574] : INFO : Epoch 1837 | loss: 0.000634325 | val_loss: 0.000549389 | Time: 1870.08 ms [2022-02-12 04:25:56 main:574] : INFO : Epoch 1838 | loss: 0.00109152 | val_loss: 0.00120485 | Time: 1866.54 ms [2022-02-12 04:25:58 main:574] : INFO : Epoch 1839 | loss: 0.0011872 | val_loss: 0.000960932 | Time: 1895.8 ms [2022-02-12 04:26:00 main:574] : INFO : Epoch 1840 | loss: 0.000764026 | val_loss: 0.000713584 | Time: 1938.81 ms [2022-02-12 04:26:02 main:574] : INFO : Epoch 1841 | loss: 0.000663335 | val_loss: 0.000561061 | Time: 1884.26 ms [2022-02-12 04:26:04 main:574] : INFO : Epoch 1842 | loss: 0.00141539 | val_loss: 0.000989165 | Time: 1853.38 ms [2022-02-12 04:26:06 main:574] : INFO : Epoch 1843 | loss: 0.000982515 | val_loss: 0.00069832 | Time: 1844.13 ms [2022-02-12 04:26:08 main:574] : INFO : Epoch 1844 | loss: 0.000657486 | val_loss: 0.000582698 | Time: 1838.05 ms [2022-02-12 04:26:10 main:574] : INFO : Epoch 1845 | loss: 0.00220962 | val_loss: 0.0153409 | Time: 1941.81 ms [2022-02-12 04:26:12 main:574] : INFO : Epoch 1846 | loss: 0.0106209 | val_loss: 0.00736618 | Time: 1922.2 ms [2022-02-12 04:26:13 main:574] : INFO : Epoch 1847 | loss: 0.00424414 | val_loss: 0.00263457 | Time: 1858.14 ms [2022-02-12 04:26:15 main:574] : INFO : Epoch 1848 | loss: 0.00187131 | val_loss: 0.00128337 | Time: 1870.15 ms [2022-02-12 04:26:17 main:574] : INFO : Epoch 1849 | loss: 0.00105724 | val_loss: 0.000843045 | Time: 1827.7 ms [2022-02-12 04:26:19 main:574] : INFO : Epoch 1850 | loss: 0.000778618 | val_loss: 0.000703349 | Time: 1841.32 ms [2022-02-12 04:26:21 main:574] : INFO : Epoch 1851 | loss: 0.000697125 | val_loss: 0.000658409 | Time: 1823.32 ms [2022-02-12 04:26:23 main:574] : INFO : Epoch 1852 | loss: 0.00065439 | val_loss: 0.000610012 | Time: 1825.5 ms [2022-02-12 04:26:24 main:574] : INFO : Epoch 1853 | loss: 0.000631326 | val_loss: 0.000694875 | Time: 1825.66 ms [2022-02-12 04:26:26 main:574] : INFO : Epoch 1854 | loss: 0.000775041 | val_loss: 0.000713224 | Time: 1817.07 ms [2022-02-12 04:26:28 main:574] : INFO : Epoch 1855 | loss: 0.000630535 | val_loss: 0.000593394 | Time: 1834.31 ms [2022-02-12 04:26:30 main:574] : INFO : Epoch 1856 | loss: 0.000602276 | val_loss: 0.000617495 | Time: 1837.74 ms [2022-02-12 04:26:32 main:574] : INFO : Epoch 1857 | loss: 0.000689163 | val_loss: 0.000612092 | Time: 1820.39 ms [2022-02-12 04:26:34 main:574] : INFO : Epoch 1858 | loss: 0.000600788 | val_loss: 0.000575311 | Time: 1825.45 ms [2022-02-12 04:26:35 main:574] : INFO : Epoch 1859 | loss: 0.000663074 | val_loss: 0.000553058 | Time: 1827.91 ms [2022-02-12 04:26:37 main:574] : INFO : Epoch 1860 | loss: 0.000582723 | val_loss: 0.000636854 | Time: 1816.83 ms [2022-02-12 04:26:39 main:574] : INFO : Epoch 1861 | loss: 0.000918759 | val_loss: 0.000620241 | Time: 1830.98 ms [2022-02-12 04:26:41 main:574] : INFO : Epoch 1862 | loss: 0.000647736 | val_loss: 0.000606195 | Time: 1824.49 ms [2022-02-12 04:26:43 main:574] : INFO : Epoch 1863 | loss: 0.00057524 | val_loss: 0.000549245 | Time: 1831.8 ms [2022-02-12 04:26:45 main:574] : INFO : Epoch 1864 | loss: 0.000572195 | val_loss: 0.000905454 | Time: 1833.17 ms [2022-02-12 04:26:46 main:574] : INFO : Epoch 1865 | loss: 0.00134138 | val_loss: 0.000746151 | Time: 1825.88 ms [2022-02-12 04:26:48 main:574] : INFO : Epoch 1866 | loss: 0.00075061 | val_loss: 0.000664697 | Time: 1823.82 ms [2022-02-12 04:26:50 main:574] : INFO : Epoch 1867 | loss: 0.000603435 | val_loss: 0.000549225 | Time: 1831.38 ms [2022-02-12 04:26:52 main:574] : INFO : Epoch 1868 | loss: 0.000570004 | val_loss: 0.000537574 | Time: 1840.63 ms [2022-02-12 04:26:54 main:574] : INFO : Epoch 1869 | loss: 0.000730881 | val_loss: 0.000750922 | Time: 1838.39 ms [2022-02-12 04:26:56 main:574] : INFO : Epoch 1870 | loss: 0.000606627 | val_loss: 0.000539877 | Time: 1846.33 ms [2022-02-12 04:26:58 main:574] : INFO : Epoch 1871 | loss: 0.000603827 | val_loss: 0.000731486 | Time: 1848.15 ms [2022-02-12 04:26:59 main:574] : INFO : Epoch 1872 | loss: 0.00067195 | val_loss: 0.000548105 | Time: 1842.42 ms [2022-02-12 04:27:01 main:574] : INFO : Epoch 1873 | loss: 0.000645561 | val_loss: 0.00094147 | Time: 1832.41 ms [2022-02-12 04:27:03 main:574] : INFO : Epoch 1874 | loss: 0.000661742 | val_loss: 0.000528685 | Time: 1842.17 ms [2022-02-12 04:27:05 main:574] : INFO : Epoch 1875 | loss: 0.000615551 | val_loss: 0.000538348 | Time: 1845.91 ms [2022-02-12 04:27:07 main:574] : INFO : Epoch 1876 | loss: 0.000889119 | val_loss: 0.00136082 | Time: 1842.07 ms [2022-02-12 04:27:09 main:574] : INFO : Epoch 1877 | loss: 0.00078923 | val_loss: 0.000556465 | Time: 1835.51 ms [2022-02-12 04:27:10 main:574] : INFO : Epoch 1878 | loss: 0.000592476 | val_loss: 0.000541222 | Time: 1826.44 ms [2022-02-12 04:27:12 main:574] : INFO : Epoch 1879 | loss: 0.000638062 | val_loss: 0.000575741 | Time: 1821.87 ms [2022-02-12 04:27:14 main:574] : INFO : Epoch 1880 | loss: 0.000627943 | val_loss: 0.00157456 | Time: 1845.83 ms [2022-02-12 04:27:16 main:574] : INFO : Epoch 1881 | loss: 0.00095731 | val_loss: 0.00078377 | Time: 1825.78 ms [2022-02-12 04:27:18 main:574] : INFO : Epoch 1882 | loss: 0.000637088 | val_loss: 0.000528994 | Time: 1825.18 ms [2022-02-12 04:27:20 main:574] : INFO : Epoch 1883 | loss: 0.000612075 | val_loss: 0.00101568 | Time: 1830.17 ms [2022-02-12 04:27:21 main:574] : INFO : Epoch 1884 | loss: 0.00075273 | val_loss: 0.000583089 | Time: 1819.67 ms [2022-02-12 04:27:23 main:574] : INFO : Epoch 1885 | loss: 0.000611185 | val_loss: 0.000576655 | Time: 1834.81 ms [2022-02-12 04:27:25 main:574] : INFO : Epoch 1886 | loss: 0.000739158 | val_loss: 0.000557041 | Time: 1831.2 ms [2022-02-12 04:27:27 main:574] : INFO : Epoch 1887 | loss: 0.000721726 | val_loss: 0.000651854 | Time: 1815.32 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro P1000) [2022-02-12 05:16:34 main:435] : INFO : Set logging level to 1 [2022-02-12 05:16:34 main:441] : INFO : Running in BOINC Client mode [2022-02-12 05:16:34 main:444] : INFO : Resolving all filenames [2022-02-12 05:16:34 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-12 05:16:34 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-12 05:16:34 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-12 05:16:34 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-12 05:16:34 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-12 05:16:34 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-12 05:16:34 main:474] : INFO : Configuration: [2022-02-12 05:16:34 main:475] : INFO : Model type: GRU [2022-02-12 05:16:34 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-12 05:16:34 main:477] : INFO : Max Epochs: 2048 [2022-02-12 05:16:34 main:478] : INFO : Batch Size: 128 [2022-02-12 05:16:34 main:479] : INFO : Learning Rate: 0.01 [2022-02-12 05:16:34 main:480] : INFO : Patience: 10 [2022-02-12 05:16:34 main:481] : INFO : Hidden Width: 12 [2022-02-12 05:16:34 main:482] : INFO : # Recurrent Layers: 4 [2022-02-12 05:16:34 main:483] : INFO : # Backend Layers: 4 [2022-02-12 05:16:34 main:484] : INFO : # Threads: 1 [2022-02-12 05:16:34 main:486] : INFO : Preparing Dataset [2022-02-12 05:16:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-12 05:16:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-12 05:16:36 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-12 05:16:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-12 05:16:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-12 05:16:36 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-12 05:16:36 main:494] : INFO : Creating Model [2022-02-12 05:16:36 main:507] : INFO : Preparing config file [2022-02-12 05:16:36 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-12 05:16:36 main:512] : INFO : Loading config [2022-02-12 05:16:36 main:514] : INFO : Loading state [2022-02-12 05:16:37 main:559] : INFO : Loading DataLoader into Memory [2022-02-12 05:16:37 main:562] : INFO : Starting Training [2022-02-12 05:16:39 main:574] : INFO : Epoch 1887 | loss: 0.0453813 | val_loss: 0.0143493 | Time: 2016.16 ms [2022-02-12 05:16:41 main:574] : INFO : Epoch 1888 | loss: 0.0106914 | val_loss: 0.00618915 | Time: 1814.33 ms [2022-02-12 05:16:42 main:574] : INFO : Epoch 1889 | loss: 0.00479158 | val_loss: 0.00354976 | Time: 1798.93 ms [2022-02-12 05:16:44 main:574] : INFO : Epoch 1890 | loss: 0.00309456 | val_loss: 0.00260217 | Time: 1810.41 ms [2022-02-12 05:16:46 main:574] : INFO : Epoch 1891 | loss: 0.00238348 | val_loss: 0.00197043 | Time: 1810.59 ms [2022-02-12 05:16:48 main:574] : INFO : Epoch 1892 | loss: 0.00174978 | val_loss: 0.00140638 | Time: 1828.87 ms [2022-02-12 05:16:50 main:574] : INFO : Epoch 1893 | loss: 0.00126987 | val_loss: 0.00107435 | Time: 1832.11 ms [2022-02-12 05:16:52 main:574] : INFO : Epoch 1894 | loss: 0.00102053 | val_loss: 0.000916495 | Time: 1821.09 ms [2022-02-12 05:16:53 main:574] : INFO : Epoch 1895 | loss: 0.000883908 | val_loss: 0.000811391 | Time: 1831.73 ms [2022-02-12 05:16:55 main:574] : INFO : Epoch 1896 | loss: 0.000792543 | val_loss: 0.000746073 | Time: 1815.31 ms [2022-02-12 05:16:57 main:574] : INFO : Epoch 1897 | loss: 0.00073538 | val_loss: 0.000701738 | Time: 1829.97 ms [2022-02-12 05:16:59 main:574] : INFO : Epoch 1898 | loss: 0.000695099 | val_loss: 0.000674096 | Time: 1823.73 ms [2022-02-12 05:17:01 main:574] : INFO : Epoch 1899 | loss: 0.000669224 | val_loss: 0.000654899 | Time: 1836.93 ms [2022-02-12 05:17:03 main:574] : INFO : Epoch 1900 | loss: 0.000652575 | val_loss: 0.000645134 | Time: 1822.92 ms [2022-02-12 05:17:04 main:574] : INFO : Epoch 1901 | loss: 0.000641253 | val_loss: 0.000633838 | Time: 1838.98 ms [2022-02-12 05:17:06 main:574] : INFO : Epoch 1902 | loss: 0.000631817 | val_loss: 0.000627252 | Time: 1835.51 ms [2022-02-12 05:17:08 main:574] : INFO : Epoch 1903 | loss: 0.000624007 | val_loss: 0.000621295 | Time: 1828.76 ms [2022-02-12 05:17:10 main:574] : INFO : Epoch 1904 | loss: 0.000617874 | val_loss: 0.000615853 | Time: 1822.09 ms [2022-02-12 05:17:12 main:574] : INFO : Epoch 1905 | loss: 0.00061248 | val_loss: 0.000611756 | Time: 1829.16 ms [2022-02-12 05:17:14 main:574] : INFO : Epoch 1906 | loss: 0.000608342 | val_loss: 0.000608807 | Time: 1820.03 ms [2022-02-12 05:17:15 main:574] : INFO : Epoch 1907 | loss: 0.000603501 | val_loss: 0.000604892 | Time: 1819.54 ms [2022-02-12 05:17:17 main:574] : INFO : Epoch 1908 | loss: 0.000599818 | val_loss: 0.000601966 | Time: 1838.63 ms [2022-02-12 05:17:19 main:574] : INFO : Epoch 1909 | loss: 0.000596493 | val_loss: 0.000597973 | Time: 1833.21 ms [2022-02-12 05:17:21 main:574] : INFO : Epoch 1910 | loss: 0.000593408 | val_loss: 0.000597273 | Time: 1828.5 ms [2022-02-12 05:17:23 main:574] : INFO : Epoch 1911 | loss: 0.000591265 | val_loss: 0.000592929 | Time: 1835.79 ms [2022-02-12 05:17:25 main:574] : INFO : Epoch 1912 | loss: 0.000588817 | val_loss: 0.00059201 | Time: 1837.86 ms [2022-02-12 05:17:26 main:574] : INFO : Epoch 1913 | loss: 0.00058583 | val_loss: 0.000587575 | Time: 1828.78 ms [2022-02-12 05:17:28 main:574] : INFO : Epoch 1914 | loss: 0.000582792 | val_loss: 0.000587354 | Time: 1830.52 ms [2022-02-12 05:17:30 main:574] : INFO : Epoch 1915 | loss: 0.000581317 | val_loss: 0.000582734 | Time: 1832.01 ms [2022-02-12 05:17:32 main:574] : INFO : Epoch 1916 | loss: 0.000579216 | val_loss: 0.000579009 | Time: 1829.21 ms [2022-02-12 05:17:34 main:574] : INFO : Epoch 1917 | loss: 0.000575637 | val_loss: 0.000575768 | Time: 1832.71 ms [2022-02-12 05:17:36 main:574] : INFO : Epoch 1918 | loss: 0.000573861 | val_loss: 0.00057422 | Time: 1812.73 ms [2022-02-12 05:17:37 main:574] : INFO : Epoch 1919 | loss: 0.00057109 | val_loss: 0.000574972 | Time: 1813.26 ms [2022-02-12 05:17:39 main:574] : INFO : Epoch 1920 | loss: 0.000569022 | val_loss: 0.000569866 | Time: 1823.42 ms [2022-02-12 05:17:41 main:574] : INFO : Epoch 1921 | loss: 0.000565765 | val_loss: 0.000568403 | Time: 1814.2 ms [2022-02-12 05:17:43 main:574] : INFO : Epoch 1922 | loss: 0.000564789 | val_loss: 0.000567194 | Time: 1833.89 ms [2022-02-12 05:17:45 main:574] : INFO : Epoch 1923 | loss: 0.0005615 | val_loss: 0.000562585 | Time: 1838.22 ms [2022-02-12 05:17:47 main:574] : INFO : Epoch 1924 | loss: 0.000559119 | val_loss: 0.000562338 | Time: 1828.71 ms [2022-02-12 05:17:48 main:574] : INFO : Epoch 1925 | loss: 0.000560017 | val_loss: 0.000559771 | Time: 1835.82 ms [2022-02-12 05:17:50 main:574] : INFO : Epoch 1926 | loss: 0.000560238 | val_loss: 0.000563293 | Time: 1829.61 ms [2022-02-12 05:17:52 main:574] : INFO : Epoch 1927 | loss: 0.0005552 | val_loss: 0.000556974 | Time: 1821.85 ms [2022-02-12 05:17:54 main:574] : INFO : Epoch 1928 | loss: 0.000551914 | val_loss: 0.000557241 | Time: 1837.86 ms [2022-02-12 05:17:56 main:574] : INFO : Epoch 1929 | loss: 0.000551963 | val_loss: 0.000554083 | Time: 1818.75 ms [2022-02-12 05:17:58 main:574] : INFO : Epoch 1930 | loss: 0.000549551 | val_loss: 0.000550339 | Time: 1820.77 ms [2022-02-12 05:17:59 main:574] : INFO : Epoch 1931 | loss: 0.00054741 | val_loss: 0.000550871 | Time: 1822.69 ms [2022-02-12 05:18:01 main:574] : INFO : Epoch 1932 | loss: 0.000546271 | val_loss: 0.000546687 | Time: 1828.26 ms [2022-02-12 05:18:03 main:574] : INFO : Epoch 1933 | loss: 0.000545363 | val_loss: 0.000546821 | Time: 1822.13 ms [2022-02-12 05:18:05 main:574] : INFO : Epoch 1934 | loss: 0.000540642 | val_loss: 0.000546133 | Time: 1817.25 ms [2022-02-12 05:18:07 main:574] : INFO : Epoch 1935 | loss: 0.000603785 | val_loss: 0.000599076 | Time: 1830.07 ms [2022-02-12 05:18:09 main:574] : INFO : Epoch 1936 | loss: 0.000568396 | val_loss: 0.000560646 | Time: 1818.68 ms [2022-02-12 05:18:10 main:574] : INFO : Epoch 1937 | loss: 0.000543149 | val_loss: 0.000537931 | Time: 1835.98 ms [2022-02-12 05:18:12 main:574] : INFO : Epoch 1938 | loss: 0.000536358 | val_loss: 0.000543272 | Time: 1828.15 ms [2022-02-12 05:18:14 main:574] : INFO : Epoch 1939 | loss: 0.000534876 | val_loss: 0.000540734 | Time: 1821.14 ms [2022-02-12 05:18:16 main:574] : INFO : Epoch 1940 | loss: 0.000533479 | val_loss: 0.000542684 | Time: 1842.83 ms [2022-02-12 05:18:18 main:574] : INFO : Epoch 1941 | loss: 0.00058441 | val_loss: 0.000612467 | Time: 1822.44 ms [2022-02-12 05:18:20 main:574] : INFO : Epoch 1942 | loss: 0.000549762 | val_loss: 0.000537268 | Time: 1819.19 ms [2022-02-12 05:18:21 main:574] : INFO : Epoch 1943 | loss: 0.000528975 | val_loss: 0.000533672 | Time: 1820.58 ms [2022-02-12 05:18:23 main:574] : INFO : Epoch 1944 | loss: 0.000542289 | val_loss: 0.000526129 | Time: 1817.66 ms [2022-02-12 05:18:25 main:574] : INFO : Epoch 1945 | loss: 0.000552429 | val_loss: 0.000705206 | Time: 1827.35 ms [2022-02-12 05:18:27 main:574] : INFO : Epoch 1946 | loss: 0.000590835 | val_loss: 0.000539623 | Time: 1834.68 ms [2022-02-12 05:18:29 main:574] : INFO : Epoch 1947 | loss: 0.000537583 | val_loss: 0.000561389 | Time: 1840.75 ms [2022-02-12 05:18:31 main:574] : INFO : Epoch 1948 | loss: 0.000526906 | val_loss: 0.000517631 | Time: 1824.01 ms [2022-02-12 05:18:32 main:574] : INFO : Epoch 1949 | loss: 0.000514168 | val_loss: 0.000523751 | Time: 1818.35 ms [2022-02-12 05:18:34 main:574] : INFO : Epoch 1950 | loss: 0.000664937 | val_loss: 0.000604361 | Time: 1822.82 ms [2022-02-12 05:18:36 main:574] : INFO : Epoch 1951 | loss: 0.000548195 | val_loss: 0.000559785 | Time: 1820.79 ms [2022-02-12 05:18:38 main:574] : INFO : Epoch 1952 | loss: 0.000528083 | val_loss: 0.000518016 | Time: 1819.75 ms [2022-02-12 05:18:40 main:574] : INFO : Epoch 1953 | loss: 0.000553606 | val_loss: 0.000711193 | Time: 1814.58 ms [2022-02-12 05:18:42 main:574] : INFO : Epoch 1954 | loss: 0.000589529 | val_loss: 0.000536219 | Time: 1820.89 ms [2022-02-12 05:18:43 main:574] : INFO : Epoch 1955 | loss: 0.000518938 | val_loss: 0.000545662 | Time: 1830.35 ms [2022-02-12 05:18:45 main:574] : INFO : Epoch 1956 | loss: 0.000531715 | val_loss: 0.000515218 | Time: 1822.92 ms [2022-02-12 05:18:47 main:574] : INFO : Epoch 1957 | loss: 0.000582858 | val_loss: 0.000516979 | Time: 1823.42 ms [2022-02-12 05:18:49 main:574] : INFO : Epoch 1958 | loss: 0.000530055 | val_loss: 0.000505544 | Time: 1815.69 ms [2022-02-12 05:18:51 main:574] : INFO : Epoch 1959 | loss: 0.000601141 | val_loss: 0.0010874 | Time: 1810.18 ms [2022-02-12 05:18:52 main:574] : INFO : Epoch 1960 | loss: 0.00068091 | val_loss: 0.000519157 | Time: 1813.31 ms [2022-02-12 05:18:54 main:574] : INFO : Epoch 1961 | loss: 0.000532328 | val_loss: 0.000514397 | Time: 1826.72 ms [2022-02-12 05:18:56 main:574] : INFO : Epoch 1962 | loss: 0.00052536 | val_loss: 0.000542725 | Time: 1828.53 ms [2022-02-12 05:18:58 main:574] : INFO : Epoch 1963 | loss: 0.000571573 | val_loss: 0.000536902 | Time: 1832.83 ms [2022-02-12 05:19:00 main:574] : INFO : Epoch 1964 | loss: 0.000530092 | val_loss: 0.000705894 | Time: 1836.09 ms [2022-02-12 05:19:02 main:574] : INFO : Epoch 1965 | loss: 0.000695704 | val_loss: 0.000575495 | Time: 1826.38 ms [2022-02-12 05:19:03 main:574] : INFO : Epoch 1966 | loss: 0.000540654 | val_loss: 0.000506017 | Time: 1837.92 ms [2022-02-12 05:19:05 main:574] : INFO : Epoch 1967 | loss: 0.000554126 | val_loss: 0.000495599 | Time: 1823.8 ms [2022-02-12 05:19:07 main:574] : INFO : Epoch 1968 | loss: 0.000657671 | val_loss: 0.000505417 | Time: 1824.9 ms [2022-02-12 05:19:09 main:574] : INFO : Epoch 1969 | loss: 0.00057261 | val_loss: 0.000510675 | Time: 1823.07 ms [2022-02-12 05:19:11 main:574] : INFO : Epoch 1970 | loss: 0.000517993 | val_loss: 0.00051772 | Time: 1835.01 ms [2022-02-12 05:19:13 main:574] : INFO : Epoch 1971 | loss: 0.000658203 | val_loss: 0.000691123 | Time: 1826.89 ms [2022-02-12 05:19:14 main:574] : INFO : Epoch 1972 | loss: 0.000587764 | val_loss: 0.000504519 | Time: 1841.29 ms [2022-02-12 05:19:16 main:574] : INFO : Epoch 1973 | loss: 0.000528089 | val_loss: 0.00053063 | Time: 1832.75 ms [2022-02-12 05:19:18 main:574] : INFO : Epoch 1974 | loss: 0.000504954 | val_loss: 0.00072431 | Time: 1826.52 ms [2022-02-12 05:19:20 main:574] : INFO : Epoch 1975 | loss: 0.0012147 | val_loss: 0.000836746 | Time: 1836.9 ms [2022-02-12 05:19:22 main:574] : INFO : Epoch 1976 | loss: 0.000686413 | val_loss: 0.000591363 | Time: 1817.68 ms [2022-02-12 05:19:24 main:574] : INFO : Epoch 1977 | loss: 0.000539227 | val_loss: 0.000509723 | Time: 1825.43 ms [2022-02-12 05:19:25 main:574] : INFO : Epoch 1978 | loss: 0.000507114 | val_loss: 0.000499327 | Time: 1832.48 ms [2022-02-12 05:19:27 main:574] : INFO : Epoch 1979 | loss: 0.000673303 | val_loss: 0.00115911 | Time: 1824.62 ms [2022-02-12 05:19:29 main:574] : INFO : Epoch 1980 | loss: 0.00067995 | val_loss: 0.00060287 | Time: 1836.12 ms [2022-02-12 05:19:31 main:574] : INFO : Epoch 1981 | loss: 0.000550193 | val_loss: 0.000506635 | Time: 1824.29 ms [2022-02-12 05:19:33 main:574] : INFO : Epoch 1982 | loss: 0.000498025 | val_loss: 0.000489717 | Time: 1820.04 ms [2022-02-12 05:19:35 main:574] : INFO : Epoch 1983 | loss: 0.000993174 | val_loss: 0.00113906 | Time: 1828.14 ms [2022-02-12 05:19:36 main:574] : INFO : Epoch 1984 | loss: 0.000748995 | val_loss: 0.000647105 | Time: 1824.4 ms [2022-02-12 05:19:38 main:574] : INFO : Epoch 1985 | loss: 0.000567227 | val_loss: 0.000524265 | Time: 1838.33 ms [2022-02-12 05:19:40 main:574] : INFO : Epoch 1986 | loss: 0.000514658 | val_loss: 0.000528898 | Time: 1828.53 ms [2022-02-12 05:19:42 main:574] : INFO : Epoch 1987 | loss: 0.000610157 | val_loss: 0.000501914 | Time: 1833.55 ms [2022-02-12 05:19:44 main:574] : INFO : Epoch 1988 | loss: 0.000515435 | val_loss: 0.0004932 | Time: 1814.88 ms [2022-02-12 05:19:46 main:574] : INFO : Epoch 1989 | loss: 0.000687765 | val_loss: 0.000499808 | Time: 1839.84 ms [2022-02-12 05:19:48 main:574] : INFO : Epoch 1990 | loss: 0.000583407 | val_loss: 0.000560953 | Time: 1823.85 ms [2022-02-12 05:19:49 main:574] : INFO : Epoch 1991 | loss: 0.0005517 | val_loss: 0.000584986 | Time: 1820.32 ms [2022-02-12 05:19:51 main:574] : INFO : Epoch 1992 | loss: 0.000538268 | val_loss: 0.000555469 | Time: 1831.61 ms [2022-02-12 05:19:53 main:574] : INFO : Epoch 1993 | loss: 0.000594321 | val_loss: 0.000547157 | Time: 1817.12 ms [2022-02-12 05:19:55 main:574] : INFO : Epoch 1994 | loss: 0.000524948 | val_loss: 0.000482889 | Time: 1835.78 ms [2022-02-12 05:19:57 main:574] : INFO : Epoch 1995 | loss: 0.000863238 | val_loss: 0.000582311 | Time: 1836.59 ms [2022-02-12 05:19:58 main:574] : INFO : Epoch 1996 | loss: 0.000636713 | val_loss: 0.000536962 | Time: 1825.72 ms [2022-02-12 05:20:00 main:574] : INFO : Epoch 1997 | loss: 0.000524081 | val_loss: 0.000479936 | Time: 1836.98 ms [2022-02-12 05:20:02 main:574] : INFO : Epoch 1998 | loss: 0.000762406 | val_loss: 0.00113281 | Time: 1835.9 ms [2022-02-12 05:20:04 main:574] : INFO : Epoch 1999 | loss: 0.000683496 | val_loss: 0.000618971 | Time: 1826.61 ms [2022-02-12 05:20:06 main:574] : INFO : Epoch 2000 | loss: 0.000524557 | val_loss: 0.000494789 | Time: 1834.34 ms [2022-02-12 05:20:08 main:574] : INFO : Epoch 2001 | loss: 0.000625469 | val_loss: 0.000877871 | Time: 1831.53 ms [2022-02-12 05:20:10 main:574] : INFO : Epoch 2002 | loss: 0.000595361 | val_loss: 0.000543 | Time: 1812.19 ms [2022-02-12 05:20:11 main:574] : INFO : Epoch 2003 | loss: 0.000539177 | val_loss: 0.000471025 | Time: 1839.23 ms [2022-02-12 05:20:13 main:574] : INFO : Epoch 2004 | loss: 0.000768103 | val_loss: 0.000852604 | Time: 1842.41 ms [2022-02-12 05:20:15 main:574] : INFO : Epoch 2005 | loss: 0.000609354 | val_loss: 0.000589308 | Time: 1818.18 ms [2022-02-12 05:20:17 main:574] : INFO : Epoch 2006 | loss: 0.000546896 | val_loss: 0.000531462 | Time: 1826.75 ms [2022-02-12 05:20:19 main:574] : INFO : Epoch 2007 | loss: 0.000711294 | val_loss: 0.000509685 | Time: 1828.6 ms [2022-02-12 05:20:21 main:574] : INFO : Epoch 2008 | loss: 0.000628988 | val_loss: 0.00053183 | Time: 1822.56 ms [2022-02-12 05:20:22 main:574] : INFO : Epoch 2009 | loss: 0.000518911 | val_loss: 0.000475473 | Time: 1834.56 ms [2022-02-12 05:20:24 main:574] : INFO : Epoch 2010 | loss: 0.000798385 | val_loss: 0.00105868 | Time: 1832.82 ms [2022-02-12 05:20:26 main:574] : INFO : Epoch 2011 | loss: 0.00072517 | val_loss: 0.000544436 | Time: 1833.15 ms [2022-02-12 05:20:28 main:574] : INFO : Epoch 2012 | loss: 0.00053379 | val_loss: 0.000494206 | Time: 1842.01 ms [2022-02-12 05:20:30 main:574] : INFO : Epoch 2013 | loss: 0.000514347 | val_loss: 0.00079787 | Time: 1843.71 ms [2022-02-12 05:20:32 main:574] : INFO : Epoch 2014 | loss: 0.000777747 | val_loss: 0.000641404 | Time: 1851.83 ms [2022-02-12 05:20:33 main:574] : INFO : Epoch 2015 | loss: 0.000544809 | val_loss: 0.000487282 | Time: 1848.87 ms [2022-02-12 05:20:35 main:574] : INFO : Epoch 2016 | loss: 0.000527255 | val_loss: 0.00125987 | Time: 1850.71 ms [2022-02-12 05:20:37 main:574] : INFO : Epoch 2017 | loss: 0.000991399 | val_loss: 0.000778318 | Time: 1834.1 ms [2022-02-12 05:20:39 main:574] : INFO : Epoch 2018 | loss: 0.000606867 | val_loss: 0.000506529 | Time: 1848.57 ms [2022-02-12 05:20:41 main:574] : INFO : Epoch 2019 | loss: 0.000491119 | val_loss: 0.00048186 | Time: 1837.8 ms [2022-02-12 05:20:43 main:574] : INFO : Epoch 2020 | loss: 0.000723387 | val_loss: 0.00088823 | Time: 1838.33 ms [2022-02-12 05:20:45 main:574] : INFO : Epoch 2021 | loss: 0.000618796 | val_loss: 0.000484004 | Time: 1839.38 ms [2022-02-12 05:20:46 main:574] : INFO : Epoch 2022 | loss: 0.000517641 | val_loss: 0.00054516 | Time: 1834.54 ms [2022-02-12 05:20:48 main:574] : INFO : Epoch 2023 | loss: 0.000518723 | val_loss: 0.00131779 | Time: 1855.67 ms [2022-02-12 05:20:50 main:574] : INFO : Epoch 2024 | loss: 0.00115185 | val_loss: 0.000642963 | Time: 1835.72 ms [2022-02-12 05:20:52 main:574] : INFO : Epoch 2025 | loss: 0.000646614 | val_loss: 0.000515838 | Time: 1824.64 ms [2022-02-12 05:20:54 main:574] : INFO : Epoch 2026 | loss: 0.000494956 | val_loss: 0.000491607 | Time: 1823.67 ms [2022-02-12 05:20:56 main:574] : INFO : Epoch 2027 | loss: 0.00058003 | val_loss: 0.000906413 | Time: 1820.48 ms [2022-02-12 05:20:57 main:574] : INFO : Epoch 2028 | loss: 0.000586259 | val_loss: 0.000482172 | Time: 1806.48 ms [2022-02-12 05:20:59 main:574] : INFO : Epoch 2029 | loss: 0.0005388 | val_loss: 0.000575796 | Time: 1818.15 ms [2022-02-12 05:21:01 main:574] : INFO : Epoch 2030 | loss: 0.000647031 | val_loss: 0.000497671 | Time: 1826.79 ms [2022-02-12 05:21:03 main:574] : INFO : Epoch 2031 | loss: 0.000578858 | val_loss: 0.000466687 | Time: 1837.06 ms [2022-02-12 05:21:05 main:574] : INFO : Epoch 2032 | loss: 0.000559593 | val_loss: 0.000453343 | Time: 1815.96 ms [2022-02-12 05:21:07 main:574] : INFO : Epoch 2033 | loss: 0.000551119 | val_loss: 0.000560771 | Time: 1814.75 ms [2022-02-12 05:21:08 main:574] : INFO : Epoch 2034 | loss: 0.000535442 | val_loss: 0.000541637 | Time: 1819 ms [2022-02-12 05:21:10 main:574] : INFO : Epoch 2035 | loss: 0.00077183 | val_loss: 0.000530227 | Time: 1822.61 ms [2022-02-12 05:21:12 main:574] : INFO : Epoch 2036 | loss: 0.000558728 | val_loss: 0.000504279 | Time: 1825.49 ms [2022-02-12 05:21:14 main:574] : INFO : Epoch 2037 | loss: 0.000506598 | val_loss: 0.000690687 | Time: 1823.18 ms [2022-02-12 05:21:16 main:574] : INFO : Epoch 2038 | loss: 0.000764246 | val_loss: 0.00051674 | Time: 1820.1 ms [2022-02-12 05:21:17 main:574] : INFO : Epoch 2039 | loss: 0.000560095 | val_loss: 0.000491605 | Time: 1823.86 ms [2022-02-12 05:21:19 main:574] : INFO : Epoch 2040 | loss: 0.000503924 | val_loss: 0.000517247 | Time: 1820.93 ms [2022-02-12 05:21:21 main:574] : INFO : Epoch 2041 | loss: 0.00102534 | val_loss: 0.000713276 | Time: 1828.86 ms [2022-02-12 05:21:23 main:574] : INFO : Epoch 2042 | loss: 0.000639807 | val_loss: 0.000548913 | Time: 1819.45 ms [2022-02-12 05:21:25 main:574] : INFO : Epoch 2043 | loss: 0.000501393 | val_loss: 0.000486382 | Time: 1825.65 ms [2022-02-12 05:21:27 main:574] : INFO : Epoch 2044 | loss: 0.000678823 | val_loss: 0.000467797 | Time: 1830.41 ms [2022-02-12 05:21:28 main:574] : INFO : Epoch 2045 | loss: 0.00055576 | val_loss: 0.000501529 | Time: 1826.61 ms [2022-02-12 05:21:30 main:574] : INFO : Epoch 2046 | loss: 0.000526571 | val_loss: 0.000630977 | Time: 1830.94 ms [2022-02-12 05:21:32 main:574] : INFO : Epoch 2047 | loss: 0.00055151 | val_loss: 0.000652059 | Time: 1817.18 ms [2022-02-12 05:21:34 main:574] : INFO : Epoch 2048 | loss: 0.000589827 | val_loss: 0.000465903 | Time: 1818.51 ms [2022-02-12 05:21:34 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000465903 [2022-02-12 05:21:34 main:603] : INFO : Saving end state to config to file [2022-02-12 05:21:34 main:608] : INFO : Success, exiting.. 05:21:34 (8600): called boinc_finish(0) </stderr_txt> ]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)